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Hash based np.unique to support return_index, return_inverse, and return_counts #28374

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@adrinjalali

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@adrinjalali
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#26018 calculates unique values using a hash set, which means return_index, return_inverse, and return_counts are not supported.

We can use a hash map instead and add support for those functionalities as well.

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